Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 50 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.8 KiB |
| Average record size in memory | 138.6 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 4 |
| BOOL | 1 |
track_id is highly correlated with album | High correlation |
album is highly correlated with track_id and 1 other fields | High correlation |
artist is highly correlated with album | High correlation |
album is uniformly distributed | Uniform |
artist is uniformly distributed | Uniform |
track_name has unique values | Unique |
track_id has unique values | Unique |
duration has unique values | Unique |
loudness has unique values | Unique |
acousticness has unique values | Unique |
tempo has unique values | Unique |
key has 4 (8.0%) zeros | Zeros |
instrumentalness has 11 (22.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-02 12:36:42.018825 |
|---|---|
| Analysis finished | 2020-12-02 12:37:03.249627 |
| Duration | 21.23 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.0 B |
| Genesis | 1 |
|---|---|
| Full Metal | 1 |
| Edanna - Kora Remix | 1 |
| Sommer in Berlin | 1 |
| Who - Single Version | 1 |
| Other values (45) |
| Value | Count | Frequency (%) | |
| Genesis | 1 | 2.0% | |
| Full Metal | 1 | 2.0% | |
| Edanna - Kora Remix | 1 | 2.0% | |
| Sommer in Berlin | 1 | 2.0% | |
| Who - Single Version | 1 | 2.0% | |
| Blue (Da Ba Dee) - Gabry Ponte Ice Pop Radio | 1 | 2.0% | |
| Huldra - Other Version | 1 | 2.0% | |
| Self Care | 1 | 2.0% | |
| Hurricane 2.0 | 1 | 2.0% | |
| Zucker (feat. Vanessa Mason) | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
Frequencies of value counts
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 54 |
|---|---|
| Median length | 12.5 |
| Mean length | 17.44 |
| Min length | 4 |
| Distinct | 46 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.0 B |
| Evolution | 3 |
|---|---|
| Stadtaffe | 2 |
| Perception | 2 |
| Zver | 1 |
| Cyka Blyat | 1 |
| Other values (41) |
| Value | Count | Frequency (%) | |
| Evolution | 3 | 6.0% | |
| Stadtaffe | 2 | 4.0% | |
| Perception | 2 | 4.0% | |
| Zver | 1 | 2.0% | |
| Cyka Blyat | 1 | 2.0% | |
| Veto | 1 | 2.0% | |
| Area 51 | 1 | 2.0% | |
| Zone 4: Crainte / Errance - EP | 1 | 2.0% | |
| Berlin Nights | 1 | 2.0% | |
| Blueprints | 1 | 2.0% | |
| Other values (36) | 36 | 72.0% |
Frequencies of value counts
Unique
| Unique | 43 ? |
|---|---|
| Unique (%) | 86.0% |
Histogram of lengths of the category
Length
| Max length | 45 |
|---|---|
| Median length | 11 |
| Mean length | 15.14 |
| Min length | 3 |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.0 B |
| 5bJ1DrEM4hNCafcDd1oxHx | 1 |
|---|---|
| 3ov7g9uVv0Mj3GLhOLxxa1 | 1 |
| 0z6OxbSX5sIwsSefosMmAM | 1 |
| 3ihW8JNaU47g7uftn3nVU0 | 1 |
| 17nPeSliosCi427f0lUb75 | 1 |
| Other values (45) |
| Value | Count | Frequency (%) | |
| 5bJ1DrEM4hNCafcDd1oxHx | 1 | 2.0% | |
| 3ov7g9uVv0Mj3GLhOLxxa1 | 1 | 2.0% | |
| 0z6OxbSX5sIwsSefosMmAM | 1 | 2.0% | |
| 3ihW8JNaU47g7uftn3nVU0 | 1 | 2.0% | |
| 17nPeSliosCi427f0lUb75 | 1 | 2.0% | |
| 5922vbc1Fz0Qd0AVC6w9It | 1 | 2.0% | |
| 2VopDw2GlF3uwD1kihHmTT | 1 | 2.0% | |
| 19Ba4C1oVJfjxGFLiPEbsJ | 1 | 2.0% | |
| 3oMueNQTlVgOdIfFP9ENz9 | 1 | 2.0% | |
| 0mIF9iQ8yCx2bBnROEY5Oe | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
Frequencies of value counts
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.0 B |
| Joyner Lucas | 3 |
|---|---|
| Peter Fox | 2 |
| Eiffel 65 | 2 |
| Geegun | 2 |
| NF | 2 |
| Other values (39) |
| Value | Count | Frequency (%) | |
| Joyner Lucas | 3 | 6.0% | |
| Peter Fox | 2 | 4.0% | |
| Eiffel 65 | 2 | 4.0% | |
| Geegun | 2 | 4.0% | |
| NF | 2 | 4.0% | |
| The Hacker | 1 | 2.0% | |
| Native Urbs | 1 | 2.0% | |
| Thirty Seconds To Mars | 1 | 2.0% | |
| Rammstein | 1 | 2.0% | |
| Wage War | 1 | 2.0% | |
| Other values (34) | 34 | 68.0% |
Frequencies of value counts
Unique
| Unique | 39 ? |
|---|---|
| Unique (%) | 78.0% |
Histogram of lengths of the category
Length
| Max length | 31 |
|---|---|
| Median length | 9 |
| Mean length | 9.2 |
| Min length | 2 |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 277502.26 |
|---|---|
| Minimum | 126417 |
| Maximum | 772800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 126417 |
|---|---|
| 5-th percentile | 150714.65 |
| Q1 | 202923.25 |
| median | 240424 |
| Q3 | 292100.25 |
| 95-th percentile | 488627.95 |
| Maximum | 772800 |
| Range | 646383 |
| Interquartile range (IQR) | 89177 |
Descriptive statistics
| Standard deviation | 124386.6783 |
|---|---|
| Coefficient of variation (CV) | 0.4482366316 |
| Kurtosis | 4.489747151 |
| Mean | 277502.26 |
| Median Absolute Deviation (MAD) | 44373.5 |
| Skewness | 1.903251915 |
| Sum | 13875113 |
| Variance | 1.547204574e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 259839 | 1 | 2.0% | |
| 595200 | 1 | 2.0% | |
| 183223 | 1 | 2.0% | |
| 148916 | 1 | 2.0% | |
| 256306 | 1 | 2.0% | |
| 345133 | 1 | 2.0% | |
| 204586 | 1 | 2.0% | |
| 264000 | 1 | 2.0% | |
| 486951 | 1 | 2.0% | |
| 385573 | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
| Value | Count | Frequency (%) | |
| 126417 | 1 | 2.0% | |
| 143437 | 1 | 2.0% | |
| 148916 | 1 | 2.0% | |
| 152913 | 1 | 2.0% | |
| 153250 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 772800 | 1 | 2.0% | |
| 595200 | 1 | 2.0% | |
| 490000 | 1 | 2.0% | |
| 486951 | 1 | 2.0% | |
| 465528 | 1 | 2.0% |
popularity
Real number (ℝ≥0)
| Distinct | 34 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.04 |
|---|---|
| Minimum | 14 |
| Maximum | 82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17.7 |
| Q1 | 38 |
| median | 48.5 |
| Q3 | 61.5 |
| 95-th percentile | 76.65 |
| Maximum | 82 |
| Range | 68 |
| Interquartile range (IQR) | 23.5 |
Descriptive statistics
| Standard deviation | 17.34753997 |
|---|---|
| Coefficient of variation (CV) | 0.3611061608 |
| Kurtosis | -0.4710776383 |
| Mean | 48.04 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | 0.01146902912 |
| Sum | 2402 |
| Variance | 300.9371429 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) | |
| 50 | 4 | 8.0% | |
| 63 | 3 | 6.0% | |
| 38 | 3 | 6.0% | |
| 47 | 2 | 4.0% | |
| 15 | 2 | 4.0% | |
| 37 | 2 | 4.0% | |
| 39 | 2 | 4.0% | |
| 40 | 2 | 4.0% | |
| 75 | 2 | 4.0% | |
| 43 | 2 | 4.0% | |
| Other values (24) | 26 | 52.0% |
| Value | Count | Frequency (%) | |
| 14 | 1 | 2.0% | |
| 15 | 2 | 4.0% | |
| 21 | 1 | 2.0% | |
| 22 | 1 | 2.0% | |
| 23 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 82 | 1 | 2.0% | |
| 81 | 1 | 2.0% | |
| 78 | 1 | 2.0% | |
| 75 | 2 | 4.0% | |
| 70 | 1 | 2.0% |
danceability
Real number (ℝ≥0)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.67396 |
|---|---|
| Minimum | 0.188 |
| Maximum | 0.901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0.188 |
|---|---|
| 5-th percentile | 0.43585 |
| Q1 | 0.59225 |
| median | 0.682 |
| Q3 | 0.79625 |
| 95-th percentile | 0.8711 |
| Maximum | 0.901 |
| Range | 0.713 |
| Interquartile range (IQR) | 0.204 |
Descriptive statistics
| Standard deviation | 0.1533225172 |
|---|---|
| Coefficient of variation (CV) | 0.2274949807 |
| Kurtosis | 1.772820036 |
| Mean | 0.67396 |
| Median Absolute Deviation (MAD) | 0.1105 |
| Skewness | -1.082154763 |
| Sum | 33.698 |
| Variance | 0.02350779429 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0.804 | 2 | 4.0% | |
| 0.777 | 1 | 2.0% | |
| 0.533 | 1 | 2.0% | |
| 0.901 | 1 | 2.0% | |
| 0.188 | 1 | 2.0% | |
| 0.762 | 1 | 2.0% | |
| 0.703 | 1 | 2.0% | |
| 0.797 | 1 | 2.0% | |
| 0.655 | 1 | 2.0% | |
| 0.794 | 1 | 2.0% | |
| Other values (39) | 39 | 78.0% |
| Value | Count | Frequency (%) | |
| 0.188 | 1 | 2.0% | |
| 0.225 | 1 | 2.0% | |
| 0.412 | 1 | 2.0% | |
| 0.465 | 1 | 2.0% | |
| 0.493 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.901 | 1 | 2.0% | |
| 0.883 | 1 | 2.0% | |
| 0.872 | 1 | 2.0% | |
| 0.87 | 1 | 2.0% | |
| 0.854 | 1 | 2.0% |
energy
Real number (ℝ≥0)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.69732 |
|---|---|
| Minimum | 0.123 |
| Maximum | 0.989 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0.123 |
|---|---|
| 5-th percentile | 0.4153 |
| Q1 | 0.541 |
| median | 0.713 |
| Q3 | 0.8755 |
| 95-th percentile | 0.9663 |
| Maximum | 0.989 |
| Range | 0.866 |
| Interquartile range (IQR) | 0.3345 |
Descriptive statistics
| Standard deviation | 0.1983068577 |
|---|---|
| Coefficient of variation (CV) | 0.2843842965 |
| Kurtosis | -0.2476232221 |
| Mean | 0.69732 |
| Median Absolute Deviation (MAD) | 0.1755 |
| Skewness | -0.4240380102 |
| Sum | 34.866 |
| Variance | 0.0393256098 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0.495 | 2 | 4.0% | |
| 0.408 | 1 | 2.0% | |
| 0.835 | 1 | 2.0% | |
| 0.814 | 1 | 2.0% | |
| 0.409 | 1 | 2.0% | |
| 0.903 | 1 | 2.0% | |
| 0.667 | 1 | 2.0% | |
| 0.441 | 1 | 2.0% | |
| 0.953 | 1 | 2.0% | |
| 0.933 | 1 | 2.0% | |
| Other values (39) | 39 | 78.0% |
| Value | Count | Frequency (%) | |
| 0.123 | 1 | 2.0% | |
| 0.408 | 1 | 2.0% | |
| 0.409 | 1 | 2.0% | |
| 0.423 | 1 | 2.0% | |
| 0.441 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.989 | 1 | 2.0% | |
| 0.976 | 1 | 2.0% | |
| 0.969 | 1 | 2.0% | |
| 0.963 | 1 | 2.0% | |
| 0.953 | 1 | 2.0% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.42 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros | 4 |
| Zeros (%) | 8.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 3.928389606 |
|---|---|
| Coefficient of variation (CV) | 0.6118986926 |
| Kurtosis | -1.299745351 |
| Mean | 6.42 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | -0.4227202681 |
| Sum | 321 |
| Variance | 15.4322449 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) | |
| 11 | 10 | 20.0% | |
| 7 | 9 | 18.0% | |
| 1 | 7 | 14.0% | |
| 10 | 5 | 10.0% | |
| 9 | 4 | 8.0% | |
| 0 | 4 | 8.0% | |
| 8 | 3 | 6.0% | |
| 2 | 3 | 6.0% | |
| 6 | 2 | 4.0% | |
| 5 | 2 | 4.0% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 8.0% | |
| 1 | 7 | 14.0% | |
| 2 | 3 | 6.0% | |
| 3 | 1 | 2.0% | |
| 5 | 2 | 4.0% |
| Value | Count | Frequency (%) | |
| 11 | 10 | 20.0% | |
| 10 | 5 | 10.0% | |
| 9 | 4 | 8.0% | |
| 8 | 3 | 6.0% | |
| 7 | 9 | 18.0% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.97136 |
|---|---|
| Minimum | -21.849 |
| Maximum | -1.737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | -21.849 |
|---|---|
| 5-th percentile | -14.86535 |
| Q1 | -9.8135 |
| median | -7.045 |
| Q3 | -5.06975 |
| 95-th percentile | -2.99055 |
| Maximum | -1.737 |
| Range | 20.112 |
| Interquartile range (IQR) | 4.74375 |
Descriptive statistics
| Standard deviation | 4.226692849 |
|---|---|
| Coefficient of variation (CV) | -0.5302348469 |
| Kurtosis | 1.905846027 |
| Mean | -7.97136 |
| Median Absolute Deviation (MAD) | 2.251 |
| Skewness | -1.249532779 |
| Sum | -398.568 |
| Variance | 17.86493244 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -10.737 | 1 | 2.0% | |
| -9.946 | 1 | 2.0% | |
| -3.001 | 1 | 2.0% | |
| -8.936 | 1 | 2.0% | |
| -6.806 | 1 | 2.0% | |
| -5.628 | 1 | 2.0% | |
| -4.205 | 1 | 2.0% | |
| -4.795 | 1 | 2.0% | |
| -14.171 | 1 | 2.0% | |
| -4.178 | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
| Value | Count | Frequency (%) | |
| -21.849 | 1 | 2.0% | |
| -19.832 | 1 | 2.0% | |
| -15.089 | 1 | 2.0% | |
| -14.592 | 1 | 2.0% | |
| -14.171 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.737 | 1 | 2.0% | |
| -2.57 | 1 | 2.0% | |
| -2.982 | 1 | 2.0% | |
| -3.001 | 1 | 2.0% | |
| -3.41 | 1 | 2.0% |
mode
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.0 B |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 28 | 56.0% | |
| 1 | 22 | 44.0% |
speechiness
Real number (ℝ≥0)
| Distinct | 49 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15946 |
|---|---|
| Minimum | 0.0295 |
| Maximum | 0.95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0.0295 |
|---|---|
| 5-th percentile | 0.03638 |
| Q1 | 0.060775 |
| median | 0.1017 |
| Q3 | 0.19525 |
| 95-th percentile | 0.51955 |
| Maximum | 0.95 |
| Range | 0.9205 |
| Interquartile range (IQR) | 0.134475 |
Descriptive statistics
| Standard deviation | 0.1861507936 |
|---|---|
| Coefficient of variation (CV) | 1.167382376 |
| Kurtosis | 9.31608448 |
| Mean | 0.15946 |
| Median Absolute Deviation (MAD) | 0.0504 |
| Skewness | 2.94140512 |
| Sum | 7.973 |
| Variance | 0.03465211796 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0.206 | 2 | 4.0% | |
| 0.217 | 1 | 2.0% | |
| 0.592 | 1 | 2.0% | |
| 0.0813 | 1 | 2.0% | |
| 0.0916 | 1 | 2.0% | |
| 0.129 | 1 | 2.0% | |
| 0.213 | 1 | 2.0% | |
| 0.061 | 1 | 2.0% | |
| 0.95 | 1 | 2.0% | |
| 0.0984 | 1 | 2.0% | |
| Other values (39) | 39 | 78.0% |
| Value | Count | Frequency (%) | |
| 0.0295 | 1 | 2.0% | |
| 0.0331 | 1 | 2.0% | |
| 0.0353 | 1 | 2.0% | |
| 0.0377 | 1 | 2.0% | |
| 0.0403 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.95 | 1 | 2.0% | |
| 0.841 | 1 | 2.0% | |
| 0.592 | 1 | 2.0% | |
| 0.431 | 1 | 2.0% | |
| 0.32 | 1 | 2.0% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.138713569 |
|---|---|
| Minimum | 9.15e-06 |
| Maximum | 0.774 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 9.15e-06 |
|---|---|
| 5-th percentile | 2.925e-05 |
| Q1 | 0.013725 |
| median | 0.0828 |
| Q3 | 0.2145 |
| 95-th percentile | 0.42275 |
| Maximum | 0.774 |
| Range | 0.77399085 |
| Interquartile range (IQR) | 0.200775 |
Descriptive statistics
| Standard deviation | 0.1660602412 |
|---|---|
| Coefficient of variation (CV) | 1.197144896 |
| Kurtosis | 3.24659558 |
| Mean | 0.138713569 |
| Median Absolute Deviation (MAD) | 0.0816215 |
| Skewness | 1.661373987 |
| Sum | 6.93567845 |
| Variance | 0.02757600369 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.000447 | 1 | 2.0% | |
| 0.0337 | 1 | 2.0% | |
| 0.00551 | 1 | 2.0% | |
| 0.218 | 1 | 2.0% | |
| 0.0785 | 1 | 2.0% | |
| 0.774 | 1 | 2.0% | |
| 0.0871 | 1 | 2.0% | |
| 0.164 | 1 | 2.0% | |
| 7.46e-05 | 1 | 2.0% | |
| 0.00427 | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
| Value | Count | Frequency (%) | |
| 9.15e-06 | 1 | 2.0% | |
| 1.77e-05 | 1 | 2.0% | |
| 2.25e-05 | 1 | 2.0% | |
| 3.75e-05 | 1 | 2.0% | |
| 7.46e-05 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.774 | 1 | 2.0% | |
| 0.501 | 1 | 2.0% | |
| 0.434 | 1 | 2.0% | |
| 0.409 | 1 | 2.0% | |
| 0.405 | 1 | 2.0% |
| Distinct | 38 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2403394996 |
|---|---|
| Minimum | 0 |
| Maximum | 0.922 |
| Zeros | 11 |
| Zeros (%) | 22.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.34e-06 |
| median | 0.002195 |
| Q3 | 0.60625 |
| 95-th percentile | 0.90375 |
| Maximum | 0.922 |
| Range | 0.922 |
| Interquartile range (IQR) | 0.60624766 |
Descriptive statistics
| Standard deviation | 0.3621729203 |
|---|---|
| Coefficient of variation (CV) | 1.50692217 |
| Kurtosis | -0.7562066982 |
| Mean | 0.2403394996 |
| Median Absolute Deviation (MAD) | 0.002195 |
| Skewness | 1.068284588 |
| Sum | 12.01697498 |
| Variance | 0.1311692242 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) | |
| 0 | 11 | 22.0% | |
| 0.906 | 2 | 4.0% | |
| 0.145 | 2 | 4.0% | |
| 0.08 | 1 | 2.0% | |
| 0.0844 | 1 | 2.0% | |
| 0.922 | 1 | 2.0% | |
| 6.81e-06 | 1 | 2.0% | |
| 0.755 | 1 | 2.0% | |
| 3.45e-06 | 1 | 2.0% | |
| 0.00817 | 1 | 2.0% | |
| Other values (28) | 28 | 56.0% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 22.0% | |
| 1.21e-06 | 1 | 2.0% | |
| 1.97e-06 | 1 | 2.0% | |
| 3.45e-06 | 1 | 2.0% | |
| 3.64e-06 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.922 | 1 | 2.0% | |
| 0.906 | 2 | 4.0% | |
| 0.901 | 1 | 2.0% | |
| 0.861 | 1 | 2.0% | |
| 0.857 | 1 | 2.0% |
liveness
Real number (ℝ≥0)
| Distinct | 46 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.198342 |
|---|---|
| Minimum | 0.0618 |
| Maximum | 0.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0.0618 |
|---|---|
| 5-th percentile | 0.064375 |
| Q1 | 0.093675 |
| median | 0.119 |
| Q3 | 0.25925 |
| 95-th percentile | 0.5797 |
| Maximum | 0.98 |
| Range | 0.9182 |
| Interquartile range (IQR) | 0.165575 |
Descriptive statistics
| Standard deviation | 0.1846974593 |
|---|---|
| Coefficient of variation (CV) | 0.9312070025 |
| Kurtosis | 6.058899023 |
| Mean | 0.198342 |
| Median Absolute Deviation (MAD) | 0.0303 |
| Skewness | 2.314119912 |
| Sum | 9.9171 |
| Variance | 0.03411315147 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) | |
| 0.107 | 2 | 4.0% | |
| 0.126 | 2 | 4.0% | |
| 0.0887 | 2 | 4.0% | |
| 0.119 | 2 | 4.0% | |
| 0.0903 | 1 | 2.0% | |
| 0.127 | 1 | 2.0% | |
| 0.499 | 1 | 2.0% | |
| 0.39 | 1 | 2.0% | |
| 0.4 | 1 | 2.0% | |
| 0.0829 | 1 | 2.0% | |
| Other values (36) | 36 | 72.0% |
| Value | Count | Frequency (%) | |
| 0.0618 | 1 | 2.0% | |
| 0.0633 | 1 | 2.0% | |
| 0.0637 | 1 | 2.0% | |
| 0.0652 | 1 | 2.0% | |
| 0.074 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.98 | 1 | 2.0% | |
| 0.629 | 1 | 2.0% | |
| 0.595 | 1 | 2.0% | |
| 0.561 | 1 | 2.0% | |
| 0.499 | 1 | 2.0% |
valence
Real number (ℝ≥0)
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.342118 |
|---|---|
| Minimum | 0.0344 |
| Maximum | 0.869 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 0.0344 |
|---|---|
| 5-th percentile | 0.0544 |
| Q1 | 0.182 |
| median | 0.309 |
| Q3 | 0.4295 |
| 95-th percentile | 0.7605 |
| Maximum | 0.869 |
| Range | 0.8346 |
| Interquartile range (IQR) | 0.2475 |
Descriptive statistics
| Standard deviation | 0.2087728388 |
|---|---|
| Coefficient of variation (CV) | 0.6102363478 |
| Kurtosis | 0.1709860612 |
| Mean | 0.342118 |
| Median Absolute Deviation (MAD) | 0.1325 |
| Skewness | 0.836023712 |
| Sum | 17.1059 |
| Variance | 0.04358609824 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 0.289 | 2 | 4.0% | |
| 0.278 | 2 | 4.0% | |
| 0.328 | 2 | 4.0% | |
| 0.313 | 1 | 2.0% | |
| 0.177 | 1 | 2.0% | |
| 0.128 | 1 | 2.0% | |
| 0.168 | 1 | 2.0% | |
| 0.564 | 1 | 2.0% | |
| 0.442 | 1 | 2.0% | |
| 0.568 | 1 | 2.0% | |
| Other values (37) | 37 | 74.0% |
| Value | Count | Frequency (%) | |
| 0.0344 | 1 | 2.0% | |
| 0.0375 | 1 | 2.0% | |
| 0.0535 | 1 | 2.0% | |
| 0.0555 | 1 | 2.0% | |
| 0.103 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 0.869 | 1 | 2.0% | |
| 0.824 | 1 | 2.0% | |
| 0.765 | 1 | 2.0% | |
| 0.755 | 1 | 2.0% | |
| 0.679 | 1 | 2.0% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.33676 |
|---|---|
| Minimum | 70.608 |
| Maximum | 179.196 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 400.0 B |
Quantile statistics
| Minimum | 70.608 |
|---|---|
| 5-th percentile | 91.7615 |
| Q1 | 107.27725 |
| median | 124.0415 |
| Q3 | 133.603 |
| 95-th percentile | 155.52425 |
| Maximum | 179.196 |
| Range | 108.588 |
| Interquartile range (IQR) | 26.32575 |
Descriptive statistics
| Standard deviation | 21.80919815 |
|---|---|
| Coefficient of variation (CV) | 0.1768264235 |
| Kurtosis | 0.4142343832 |
| Mean | 123.33676 |
| Median Absolute Deviation (MAD) | 9.9255 |
| Skewness | 0.101750149 |
| Sum | 6166.838 |
| Variance | 475.641124 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 126.998 | 1 | 2.0% | |
| 119.996 | 1 | 2.0% | |
| 118.009 | 1 | 2.0% | |
| 141.894 | 1 | 2.0% | |
| 147.992 | 1 | 2.0% | |
| 124.988 | 1 | 2.0% | |
| 132.651 | 1 | 2.0% | |
| 118.97 | 1 | 2.0% | |
| 179.196 | 1 | 2.0% | |
| 81.185 | 1 | 2.0% | |
| Other values (40) | 40 | 80.0% |
| Value | Count | Frequency (%) | |
| 70.608 | 1 | 2.0% | |
| 81.185 | 1 | 2.0% | |
| 88.31 | 1 | 2.0% | |
| 95.98 | 1 | 2.0% | |
| 96.015 | 1 | 2.0% |
| Value | Count | Frequency (%) | |
| 179.196 | 1 | 2.0% | |
| 171.977 | 1 | 2.0% | |
| 160.031 | 1 | 2.0% | |
| 150.016 | 1 | 2.0% | |
| 149.052 | 1 | 2.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| track_name | album | track_id | artist | duration | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10 Feet Down | Perception | 68biLwi894rMQPeIiSky2t | NF | 217106 | 63 | 0.620 | 0.835 | 5 | -6.634 | 0 | 0.0984 | 0.096400 | 0.000012 | 0.2690 | 0.0535 | 96.090 |
| 1 | Fall Slowly (feat. Ashanti) - Extended Version | Evolution | 7wK4pOTZKVaAJ00rziu901 | Joyner Lucas | 292056 | 59 | 0.542 | 0.453 | 6 | -11.208 | 0 | 0.2400 | 0.204000 | 0.000007 | 0.1370 | 0.0375 | 88.310 |
| 2 | Let You Down | Perception | 52okn5MNA47tk87PeZJLEL | NF | 212120 | 82 | 0.662 | 0.714 | 5 | -5.680 | 0 | 0.1210 | 0.312000 | 0.000000 | 0.1790 | 0.4640 | 147.997 |
| 3 | Piece Of Your Heart | Piece Of Your Heart | 1DFD5Fotzgn6yYXkYsKiGs | MEDUZA | 152913 | 81 | 0.677 | 0.744 | 10 | -6.806 | 0 | 0.0295 | 0.040400 | 0.000160 | 0.0740 | 0.6310 | 124.080 |
| 4 | Berlin Nights | Berlin Nights | 6gG1R1bFdJeNc2ERAwXxCb | Vnce Dolanbay | 292115 | 38 | 0.901 | 0.457 | 10 | -13.238 | 0 | 0.1630 | 0.229000 | 0.424000 | 0.0977 | 0.5310 | 127.999 |
| 5 | Evolution | Evolution | 2VopDw2GlF3uwD1kihHmTT | Joyner Lucas | 153250 | 62 | 0.687 | 0.819 | 9 | -6.670 | 0 | 0.4310 | 0.218000 | 0.000000 | 0.3920 | 0.5680 | 81.185 |
| 6 | MOSKAU | REISE, REISE | 4L9UGREMQBfYLmGwlACgTV | Rammstein | 256306 | 60 | 0.493 | 0.963 | 11 | -3.410 | 1 | 0.0638 | 0.000023 | 0.667000 | 0.3050 | 0.3050 | 147.992 |
| 7 | Really Really | Islah (Deluxe) | 10I3CmmwT0BkOVhduDy53o | Kevin Gates | 232093 | 69 | 0.762 | 0.666 | 0 | -6.055 | 1 | 0.0916 | 0.004270 | 0.000000 | 0.1270 | 0.2780 | 118.970 |
| 8 | In The (Last) Moment - Robag's Ponk Pramen NB Remix | In The (Last) Moment | 71q5nLzXgzJO24PTZvgEA1 | Audiofly | 486951 | 22 | 0.567 | 0.552 | 7 | -14.592 | 0 | 0.0377 | 0.078500 | 0.901000 | 0.0887 | 0.1680 | 124.003 |
| 9 | Create | Psychological Warfare | 6xuXAoOyyOTXtpE1e2j3D3 | Jocko Willink | 126417 | 21 | 0.703 | 0.123 | 1 | -21.849 | 1 | 0.8410 | 0.019300 | 0.000000 | 0.1070 | 0.2870 | 132.651 |
Last rows
| track_name | album | track_id | artist | duration | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40 | Fragile | Fragile | 3YYqctc3S1DH1i827bKpAh | Kora (CA) | 454008 | 39 | 0.870 | 0.550 | 11 | -8.978 | 0 | 0.0641 | 0.006100 | 0.820000 | 0.0945 | 0.138 | 120.011 |
| 41 | Barrels of Whiskey | Seven Hearts One Soul | 3b8arlkmuJs5xCpZQ9NxHB | The O'Reillys and the Paddyhats | 236226 | 50 | 0.651 | 0.939 | 0 | -3.001 | 1 | 0.0353 | 0.012700 | 0.002520 | 0.3190 | 0.824 | 133.006 |
| 42 | Generation YouPorn - Agia Napa Edit | Gefällt euch Faber so besser? EP | 3kwVVzIFs3kkncZhE0aXPN | Faber | 202369 | 30 | 0.653 | 0.629 | 9 | -8.851 | 0 | 0.1330 | 0.172000 | 0.000004 | 0.1260 | 0.278 | 128.027 |
| 43 | Full Metal | Full Metal | 3oMueNQTlVgOdIfFP9ENz9 | BVDLVD | 224400 | 39 | 0.225 | 0.903 | 11 | -7.206 | 1 | 0.2060 | 0.000075 | 0.123000 | 0.5610 | 0.325 | 99.614 |
| 44 | Blue (Da Ba Dee) - Luis Rodriguez Remix | Blue (Da Ba Dee) Luis Rodriguez Remix | 4YHkUrSYE0xzUqp7noMUWD | Eiffel 65 | 277734 | 50 | 0.626 | 0.784 | 7 | -2.982 | 0 | 0.0780 | 0.030200 | 0.008170 | 0.1200 | 0.376 | 128.055 |
| 45 | Cyka Blyat | Cyka Blyat | 4ZjYcAWfghKtYCBzVLOyi2 | DJ Blyatman | 182408 | 63 | 0.794 | 0.953 | 11 | -4.279 | 0 | 0.1590 | 0.025800 | 0.145000 | 0.0637 | 0.679 | 150.016 |
| 46 | Area 51 | Area 51 | 4qWCjHL1CtBV57uwdkhIXn | Mylky | 220293 | 34 | 0.839 | 0.667 | 8 | -3.623 | 1 | 0.1240 | 0.000447 | 0.741000 | 0.2720 | 0.289 | 120.006 |
| 47 | Huldra - Other Version | Huldra | 569gNjph2g07MmjtMm6vKm | Gidge | 490000 | 38 | 0.772 | 0.514 | 10 | -11.961 | 0 | 0.0754 | 0.148000 | 0.906000 | 0.0934 | 0.103 | 118.015 |
| 48 | Change of Plans | Change of Plans | 5922vbc1Fz0Qd0AVC6w9It | Riyoon | 595200 | 43 | 0.804 | 0.409 | 7 | -12.124 | 1 | 0.0610 | 0.220000 | 0.857000 | 0.1090 | 0.328 | 99.998 |
| 49 | Self Care | Swimming | 5bJ1DrEM4hNCafcDd1oxHx | Mac Miller | 345133 | 78 | 0.520 | 0.538 | 1 | -8.109 | 1 | 0.2060 | 0.367000 | 0.001870 | 0.1190 | 0.177 | 141.894 |